{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "import cv2\n",
    "from load_image import gen_test_images,read_train_label\n",
    "import build_net\n",
    "import config\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(test_imgs, IMAGE_HEIGHT, IMAGE_WIDTH, num_classes, net_model=\"resnet_v2_50\",\n",
    "                num_checkpoints=3,checkpoint_path=\"model/resnet_v2_50\"):\n",
    "    \"\"\"预测函数\n",
    "    Args:\n",
    "        test_imgs: 测试图片\n",
    "        IMAGE_HEIGHT: 测试图片高度\n",
    "        IMAGE_WIDTH: 测试图片宽度\n",
    "        num_classes: 图片的类别数量\n",
    "        net_model: 网络名称\n",
    "        num_checkpoints: 网络模型保存的数量\n",
    "        checkpoint_path: 网络模型保存的路径\n",
    "    Returns：\n",
    "        index：识别出的图片对应的标签\n",
    "    \"\"\"\n",
    "    X = tf.placeholder(tf.float32, [None, IMAGE_HEIGHT, IMAGE_WIDTH, 3])\n",
    "    is_training = tf.placeholder(tf.bool, name='is_training')\n",
    "    k_prob = tf.placeholder(tf.float32) # dropout\n",
    "\n",
    "    # 定义模型\n",
    "    Net = build_net.NetGraph()\n",
    "    net = Net.get_net(net_model, X, num_classes, k_prob, is_training)\n",
    "\n",
    "    predict = tf.reshape(net, [-1, num_classes])\n",
    "    max_idx_p = tf.argmax(predict, 1)\n",
    "\n",
    "    sess = tf.Session()\n",
    "    init = tf.global_variables_initializer()\n",
    "    sess.run(init)\n",
    "\n",
    "    saver_net = tf.train.Saver(tf.global_variables(), max_to_keep=num_checkpoints)\n",
    "    if os.path.exists(checkpoint_path):\n",
    "        saver_net.restore(sess, tf.train.latest_checkpoint(checkpoint_path))\n",
    "    else:\n",
    "        print(\"Please trainning data firstly!\")\n",
    "        sess.close()\n",
    "        exit(-1)\n",
    "\n",
    "    index = sess.run([max_idx_p], feed_dict={X: test_imgs,\tk_prob: 1.0, is_training: False})\n",
    "    sess.close()\n",
    "    return index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_path=\"./test_dir/bush_blair1.jpg\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显示原始测试图片\n",
    "source_img = cv2.imread(image_path)\n",
    "source_rgb_img = cv2.cvtColor(source_img, cv2.COLOR_BGR2RGB)\n",
    "plt.figure(1)\n",
    "plt.imshow(source_rgb_img)\n",
    "plt.axis(\"off\")#去除坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Being processed picture ./test_dir/bush_blair1.jpg\n",
      "INFO:tensorflow:Restoring parameters from model/resnet_v2_50/-80\n",
      "3\n",
      "Recognition:Tony_Blair\n",
      "1\n",
      "Recognition:George_W_Bush\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 准备识别数据\n",
    "test_imgs, face_dets = gen_test_images(image_path)\n",
    "# 读取训练图片的标签和人名字典\n",
    "lable_name_dict = read_train_label()\n",
    "num_classes = len(lable_name_dict)\n",
    "# 预测识别\n",
    "index = predict(test_imgs,\n",
    "      config.IMAGE_HEIGHT, config.IMAGE_WIDTH, num_classes,\n",
    "      config.net_model, config.num_checkpoints, config.checkpoint_path)\n",
    "labels = index[0].tolist()\n",
    "# 打印出识别结果\n",
    "for label in labels:\n",
    "    print(label)\n",
    "    print(\"Recognition:{}\".format(lable_name_dict[label]))\n",
    "    \n",
    "rgb_img = source_rgb_img\n",
    "for i, d in enumerate(face_dets):\n",
    "    #给人脸标记矩形框\n",
    "    cv2.rectangle(rgb_img,(d.left(), d.top()), (d.right(), d.bottom()),(0, 255, 0), 2)\n",
    "    #给人脸标记姓名\n",
    "    cv2.putText(rgb_img, lable_name_dict[labels[i]], (d.left(), d.top() - 5), \n",
    "                                cv2.FONT_HERSHEY_SIMPLEX, 0.6, (0, 255, 0), 2)\n",
    "# 显示标记后的测试图片\n",
    "plt.figure(2)\n",
    "plt.imshow(rgb_img)\n",
    "plt.axis(\"off\")#去除坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
